{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7d0d179d",
   "metadata": {},
   "source": [
    "# THE CODE IS IN MY GITHUB!!!\n",
    "Go and checkout my github if you want the to_candle file!\n",
    "## https://github.com/kecoma1/Trading_BOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc133857",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import to_candle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1c665d2",
   "metadata": {},
   "source": [
    "## Candle dataframe\n",
    "This dataframe is obtained through the from_tick_to_candle function. The dataframe contains the following columns:\n",
    "* **TIME-UTC**: UTC-TIME since epoch in seconds.\n",
    "* **OPEN**: Open price of that candle.\n",
    "* **CLOSE**: Close price of the candle.\n",
    "* **HIGH**: Highest price of the candle.\n",
    "* **LOW**: Lowest price of the candle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "794baf27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TIME-UTC</th>\n",
       "      <th>OPEN</th>\n",
       "      <th>CLOSE</th>\n",
       "      <th>HIGH</th>\n",
       "      <th>LOW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.633298e+09</td>\n",
       "      <td>1.15996</td>\n",
       "      <td>1.15977</td>\n",
       "      <td>1.15996</td>\n",
       "      <td>1.15973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.633299e+09</td>\n",
       "      <td>1.15977</td>\n",
       "      <td>1.15975</td>\n",
       "      <td>1.15986</td>\n",
       "      <td>1.15973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.633300e+09</td>\n",
       "      <td>1.15975</td>\n",
       "      <td>1.15968</td>\n",
       "      <td>1.15984</td>\n",
       "      <td>1.15970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.633301e+09</td>\n",
       "      <td>1.15968</td>\n",
       "      <td>1.15963</td>\n",
       "      <td>1.15971</td>\n",
       "      <td>1.15961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.633302e+09</td>\n",
       "      <td>1.15963</td>\n",
       "      <td>1.16049</td>\n",
       "      <td>1.16060</td>\n",
       "      <td>1.15947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       TIME-UTC     OPEN    CLOSE     HIGH      LOW\n",
       "0  1.633298e+09  1.15996  1.15977  1.15996  1.15973\n",
       "1  1.633299e+09  1.15977  1.15975  1.15986  1.15973\n",
       "2  1.633300e+09  1.15975  1.15968  1.15984  1.15970\n",
       "3  1.633301e+09  1.15968  1.15963  1.15971  1.15961\n",
       "4  1.633302e+09  1.15963  1.16049  1.16060  1.15947"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candle_df = to_candle.from_tick_to_candle(\"EURUSD.csv\", 15*60)\n",
    "candle_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ea75aa13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "del candle_df[\"TIME-UTC\"]\n",
    "candle_df.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bf5fd6c",
   "metadata": {},
   "source": [
    "## Technical analysis library - ta.momentum.RSIIndicator\n",
    "**pip install ta**\n",
    "\n",
    "Using the *ta* library we are going to load the RSI information of the current dataframe using the *close column*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a6b946a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ta.momentum import RSIIndicator\n",
    "rsi_object =RSIIndicator(candle_df[\"CLOSE\"], window=14, fillna=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1371837",
   "metadata": {},
   "source": [
    "Computing the RSI value.\n",
    "\n",
    "### RSI values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "96b14e45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52.41448299099606"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsi = rsi_object.rsi()\n",
    "rsi.tail(5)\n",
    "last = rsi.iloc[-1]\n",
    "last"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0920ec80",
   "metadata": {},
   "source": [
    "# RSI PLOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "98396333",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rsi.plot(figsize=(20, 10))"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b5b2178c281f7ec35b44fa125d87c05c6e6490881e82d7da9d86330ae2ebf280"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 64-bit ('base': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
